Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "89" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 85 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 83 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459902 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.419992 | 0.413315 | -0.192709 | 0.374946 | -0.668420 | -0.497332 | -0.473648 | -0.427818 | 0.6823 | 0.6957 | 0.3715 | nan | nan |
| 2459901 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.534644 | 0.633095 | -0.208188 | 0.513153 | -0.665005 | -0.600318 | -0.514468 | -0.279832 | 0.0691 | 0.0741 | 0.0084 | nan | nan |
| 2459900 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.272947 | 0.372609 | -0.221495 | 0.515178 | -0.962412 | -0.821340 | -0.661751 | -0.256788 | 0.6380 | 0.6643 | 0.3298 | nan | nan |
| 2459898 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.232978 | 0.167584 | -0.339769 | 0.413863 | -0.635058 | 0.016029 | -0.631408 | -0.281082 | 0.6837 | 0.6967 | 0.3808 | nan | nan |
| 2459897 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.282401 | 0.179320 | -0.424443 | 0.531387 | -0.657981 | 0.036961 | -0.599445 | -0.107468 | 0.6819 | 0.6960 | 0.3827 | nan | nan |
| 2459896 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.364074 | 0.342765 | -0.212447 | 0.488125 | -0.674673 | -0.075196 | -0.485231 | -0.386555 | 0.6820 | 0.6985 | 0.3836 | nan | nan |
| 2459895 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.388311 | 0.495443 | -0.263518 | 0.355121 | -1.217728 | -0.503461 | -0.335805 | 0.021137 | 0.7881 | 0.7832 | 0.2387 | nan | nan |
| 2459894 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.436858 | 0.240511 | -0.471733 | 0.413268 | -0.010457 | 0.023208 | -0.565706 | -0.488100 | 0.6951 | 0.7004 | 0.3635 | nan | nan |
| 2459893 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 275.086910 | 275.274371 | inf | inf | 5120.385874 | 4969.135648 | 9284.473537 | 8275.210704 | nan | nan | nan | nan | nan |
| 2459892 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.430349 | 0.237525 | -0.293257 | 0.493036 | -0.457577 | 0.162607 | -0.684402 | -0.556481 | 0.6932 | 0.7059 | 0.3693 | nan | nan |
| 2459891 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.357262 | 0.133971 | -0.438937 | 0.527719 | -0.219285 | 0.256303 | -0.704251 | -0.424865 | 0.6877 | 0.6989 | 0.3729 | nan | nan |
| 2459890 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.310928 | 0.334174 | -0.327578 | 0.443222 | 0.296712 | 0.266147 | -0.713748 | -0.769082 | 0.6900 | 0.6962 | 0.3725 | nan | nan |
| 2459889 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.429856 | 0.075948 | -0.616523 | 0.363625 | -0.428813 | -0.932858 | -0.836141 | -0.453384 | 0.6977 | 0.7007 | 0.3677 | nan | nan |
| 2459888 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.164851 | 0.036386 | -0.232271 | 0.482053 | -0.511731 | -0.580145 | -0.600709 | -0.151345 | 0.7131 | 0.7203 | 0.3589 | nan | nan |
| 2459887 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.081347 | 0.016702 | -0.075348 | 0.388214 | -0.574327 | -0.230646 | -0.521203 | -0.304457 | 0.6968 | 0.7025 | 0.3698 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 1.06% | 1.06% | 0.00% | - | - | 0.658153 | 0.243594 | 0.021462 | 0.545575 | 5.912465 | 6.162112 | 0.007644 | 0.415730 | 0.7757 | 0.7639 | 0.3084 | nan | nan |
| 2459885 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.378942 | -0.162414 | -0.718986 | 0.222897 | 0.121159 | -0.751825 | -1.201009 | -0.646635 | 0.7494 | 0.7392 | 0.3250 | nan | nan |
| 2459884 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.971762 | 0.451319 | -0.287045 | 0.342756 | 0.468574 | 0.613261 | -0.783116 | -0.688599 | 0.6992 | 0.6942 | 0.3791 | nan | nan |
| 2459883 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.134951 | -0.224561 | -0.608046 | 0.307918 | 0.424903 | -0.653157 | -1.368402 | -0.697593 | 0.6997 | 0.7012 | 0.3651 | nan | nan |
| 2459882 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.148415 | 0.215858 | -0.671824 | 0.607681 | 0.506809 | -0.289827 | -0.707075 | -0.829979 | 0.7031 | 0.7033 | 0.3612 | nan | nan |
| 2459881 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.508942 | -0.274349 | -0.641230 | -0.024565 | -0.487587 | -0.815215 | -1.286136 | -1.163543 | 0.7374 | 0.7458 | 0.3118 | nan | nan |
| 2459880 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.448520 | -0.049183 | -0.399908 | 0.580517 | 0.570686 | -0.551866 | -0.843689 | -0.993281 | 0.6938 | 0.7004 | 0.3787 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 177.632807 | 177.632979 | inf | inf | 3680.750631 | 3635.608737 | 9298.239812 | 9050.933625 | nan | nan | nan | nan | nan |
| 2459878 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.341921 | 0.156316 | -0.482344 | 0.599107 | 0.027586 | -0.460116 | -1.174649 | -1.440492 | 0.0610 | 0.0648 | 0.0073 | nan | nan |
| 2459876 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.052820 | -0.100481 | -0.488733 | 1.241695 | -1.025214 | -0.407104 | -0.639548 | -0.694566 | 0.0628 | 0.0674 | 0.0075 | nan | nan |
| 2459875 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.060115 | -0.246336 | -0.613306 | 0.738146 | -0.397888 | -0.728530 | -0.938582 | -0.775884 | 0.0605 | 0.0660 | 0.0069 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459873 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.400574 | 0.061489 | -0.568471 | 0.352055 | 0.535610 | -0.719466 | -0.938936 | -0.716482 | 0.7133 | 0.6948 | 0.3652 | nan | nan |
| 2459872 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.392589 | 0.155634 | -0.095851 | 0.165404 | 0.014998 | -0.627437 | -0.693606 | -0.911499 | 0.0610 | 0.0612 | 0.0070 | nan | nan |
| 2459871 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.015682 | -0.212611 | -0.693333 | 0.430241 | -0.814042 | -0.760448 | -0.553827 | -0.863676 | 0.0728 | 0.0757 | 0.0081 | nan | nan |
| 2459870 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.082285 | 0.133838 | -0.607206 | 0.363387 | 0.644160 | -0.498039 | -0.943315 | -1.087601 | 0.7193 | 0.7040 | 0.3696 | nan | nan |
| 2459869 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.855431 | 0.969831 | -0.403443 | 0.411687 | -0.596254 | -0.857053 | -0.764976 | -1.201690 | 0.7273 | 0.7196 | 0.3611 | nan | nan |
| 2459868 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.981387 | -0.089938 | -0.900662 | 0.219853 | 0.482825 | -0.468472 | -0.777028 | -0.947980 | 0.7098 | 0.6952 | 0.3808 | nan | nan |
| 2459867 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.510082 | 0.005838 | -0.647230 | 0.038564 | 0.299939 | -0.452574 | -0.317390 | -0.737744 | 0.7193 | 0.7001 | 0.3814 | nan | nan |
| 2459866 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.495302 | 0.149263 | -0.670587 | 0.623855 | 0.250616 | 0.049900 | -0.914215 | -1.176551 | 0.7190 | 0.7020 | 0.3758 | nan | nan |
| 2459865 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.480224 | -0.022863 | 0.158862 | -0.021474 | 0.399642 | -0.535243 | -0.861694 | -0.801804 | 0.0648 | 0.0684 | 0.0074 | nan | nan |
| 2459864 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.995359 | -0.957507 | 1.710031 | -0.069634 | 0.207014 | -0.845589 | -0.920376 | -0.408937 | 0.7194 | 0.6991 | 0.3910 | nan | nan |
| 2459863 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.266517 | 0.609515 | -1.428332 | -0.658475 | 1.340016 | 1.019189 | -0.750624 | -0.544492 | 0.7120 | 0.6877 | 0.3880 | nan | nan |
| 2459862 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.469327 | 0.302240 | 2.504216 | 0.166009 | -0.244122 | -0.626261 | -0.728021 | -0.853399 | 0.6965 | 0.7182 | 0.4004 | nan | nan |
| 2459861 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.013081 | 0.811201 | -1.255216 | -0.397948 | 1.084203 | 1.009397 | -0.561008 | -0.639330 | 0.7236 | 0.7004 | 0.3944 | nan | nan |
| 2459860 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.271642 | 0.738502 | 1.673570 | 0.280680 | -0.108998 | -0.439871 | -0.489730 | -0.951438 | 0.7327 | 0.7016 | 0.3902 | nan | nan |
| 2459859 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.933887 | 0.584450 | -1.155891 | -0.365579 | 0.959599 | 0.663482 | -0.594844 | -0.642121 | 0.7344 | 0.7031 | 0.3913 | nan | nan |
| 2459858 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.109069 | 0.995583 | -1.308015 | -0.543264 | 1.634352 | 1.386924 | -0.712095 | -0.647031 | 0.7463 | 0.7102 | 0.3983 | 3.371354 | 2.741658 |
| 2459857 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.726470 | -0.395953 | -2.453795 | -2.614812 | -0.277724 | -0.012195 | -0.333028 | -0.689235 | 0.0287 | 0.0273 | 0.0009 | nan | nan |
| 2459856 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.956824 | 0.870180 | 1.385366 | 0.398200 | -0.015492 | -0.700002 | -1.139359 | -1.124578 | 0.7402 | 0.7245 | 0.3829 | 3.504468 | 2.722138 |
| 2459855 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.953431 | 0.852020 | 1.573087 | 0.281696 | 0.364390 | -0.971284 | -0.956366 | -1.118232 | 0.7239 | 0.7378 | 0.4115 | 3.105707 | 2.579076 |
| 2459854 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.004598 | 0.011489 | 2.168421 | 0.174373 | 0.066138 | -0.631073 | -1.005391 | -1.048633 | 0.7403 | 0.7472 | 0.4218 | 3.122129 | 2.628770 |
| 2459853 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.656020 | 0.055637 | 3.273180 | 0.384694 | 0.585449 | -0.921524 | -0.977071 | -0.950941 | 0.7614 | 0.7039 | 0.4108 | 4.082809 | 3.014726 |
| 2459852 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.084589 | 0.424190 | 3.771635 | 0.338522 | 0.817938 | -0.988367 | 2.767172 | -0.373281 | 0.8533 | 0.8508 | 0.2182 | 5.905795 | 4.949331 |
| 2459850 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.498224 | -0.014990 | 3.178181 | 0.285169 | 0.552394 | -0.467302 | -0.824107 | -1.010232 | 0.7663 | 0.7685 | 0.3346 | 3.918418 | 2.874043 |
| 2459849 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.119796 | 0.278147 | 6.848617 | 1.018258 | 1.261525 | -0.085367 | -0.704294 | -1.026167 | 0.7641 | 0.7613 | 0.3425 | 4.349356 | 3.371089 |
| 2459848 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.613723 | 0.315615 | 8.506839 | 2.210089 | 1.054987 | 0.202478 | -0.692558 | -0.892803 | 0.7502 | 0.7562 | 0.3661 | 4.473089 | 3.030214 |
| 2459847 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.917258 | 0.268804 | 8.600807 | 1.963661 | -0.333483 | 1.522328 | -0.838572 | -1.006085 | 0.7503 | 0.6901 | 0.4251 | 6.639032 | 4.269575 |
| 2459846 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.000400 | 0.524591 | 7.261464 | 2.002596 | -0.135824 | 0.191066 | -0.874323 | -0.421131 | 0.8583 | 0.6907 | 0.4724 | 3.359310 | 2.589088 |
| 2459845 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 388.611999 | 388.545622 | inf | inf | 7931.099459 | 7826.840117 | 7634.443352 | 7302.348639 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459842 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 3.854725 | 1.989945 | -2.655975 | -1.551600 | 3.068445 | 1.283625 | -0.329848 | -0.115693 | 0.5231 | 0.5282 | -0.1662 | 5.115327 | 6.572395 |
| 2459841 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459840 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.155540 | -0.150777 | 1.159810 | 1.859852 | 0.355214 | -0.599158 | 0.758915 | -2.008197 | 0.0529 | 0.0439 | 0.0147 | nan | nan |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | -0.594975 | -0.482511 | 15.255179 | 16.448904 | 0.692419 | -0.151954 | 2.393264 | -1.990223 | nan | nan | nan | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 0.419992 | 0.419992 | 0.413315 | -0.192709 | 0.374946 | -0.668420 | -0.497332 | -0.473648 | -0.427818 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Shape | 0.633095 | 0.534644 | 0.633095 | -0.208188 | 0.513153 | -0.665005 | -0.600318 | -0.514468 | -0.279832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.515178 | 0.272947 | 0.372609 | -0.221495 | 0.515178 | -0.962412 | -0.821340 | -0.661751 | -0.256788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.413863 | 0.167584 | 0.232978 | 0.413863 | -0.339769 | 0.016029 | -0.635058 | -0.281082 | -0.631408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.531387 | 0.179320 | 0.282401 | 0.531387 | -0.424443 | 0.036961 | -0.657981 | -0.107468 | -0.599445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.488125 | 0.342765 | 0.364074 | 0.488125 | -0.212447 | -0.075196 | -0.674673 | -0.386555 | -0.485231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Shape | 0.495443 | 0.388311 | 0.495443 | -0.263518 | 0.355121 | -1.217728 | -0.503461 | -0.335805 | 0.021137 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 0.436858 | 0.240511 | 0.436858 | 0.413268 | -0.471733 | 0.023208 | -0.010457 | -0.488100 | -0.565706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | inf | 275.086910 | 275.274371 | inf | inf | 5120.385874 | 4969.135648 | 9284.473537 | 8275.210704 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.493036 | 0.237525 | 0.430349 | 0.493036 | -0.293257 | 0.162607 | -0.457577 | -0.556481 | -0.684402 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.527719 | 0.357262 | 0.133971 | -0.438937 | 0.527719 | -0.219285 | 0.256303 | -0.704251 | -0.424865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.443222 | 0.334174 | 0.310928 | 0.443222 | -0.327578 | 0.266147 | 0.296712 | -0.769082 | -0.713748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 0.429856 | 0.429856 | 0.075948 | -0.616523 | 0.363625 | -0.428813 | -0.932858 | -0.836141 | -0.453384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.482053 | 0.036386 | 0.164851 | 0.482053 | -0.232271 | -0.580145 | -0.511731 | -0.151345 | -0.600709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 0.388214 | 0.016702 | 0.081347 | 0.388214 | -0.075348 | -0.230646 | -0.574327 | -0.304457 | -0.521203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Temporal Variability | 6.162112 | 0.658153 | 0.243594 | 0.021462 | 0.545575 | 5.912465 | 6.162112 | 0.007644 | 0.415730 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.378942 | -0.162414 | 1.378942 | 0.222897 | -0.718986 | -0.751825 | 0.121159 | -0.646635 | -1.201009 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 0.971762 | 0.451319 | 0.971762 | 0.342756 | -0.287045 | 0.613261 | 0.468574 | -0.688599 | -0.783116 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.134951 | -0.224561 | 1.134951 | 0.307918 | -0.608046 | -0.653157 | 0.424903 | -0.697593 | -1.368402 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 2.148415 | 0.215858 | 2.148415 | 0.607681 | -0.671824 | -0.289827 | 0.506809 | -0.829979 | -0.707075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.508942 | -0.274349 | 1.508942 | -0.024565 | -0.641230 | -0.815215 | -0.487587 | -1.163543 | -1.286136 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.448520 | -0.049183 | 1.448520 | 0.580517 | -0.399908 | -0.551866 | 0.570686 | -0.993281 | -0.843689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | inf | 177.632979 | 177.632807 | inf | inf | 3635.608737 | 3680.750631 | 9050.933625 | 9298.239812 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.341921 | 0.156316 | 1.341921 | 0.599107 | -0.482344 | -0.460116 | 0.027586 | -1.440492 | -1.174649 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 1.241695 | 1.052820 | -0.100481 | -0.488733 | 1.241695 | -1.025214 | -0.407104 | -0.639548 | -0.694566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.060115 | 1.060115 | -0.246336 | -0.613306 | 0.738146 | -0.397888 | -0.728530 | -0.938582 | -0.775884 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.400574 | 1.400574 | 0.061489 | -0.568471 | 0.352055 | 0.535610 | -0.719466 | -0.938936 | -0.716482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.392589 | 0.155634 | 1.392589 | 0.165404 | -0.095851 | -0.627437 | 0.014998 | -0.911499 | -0.693606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.015682 | -0.212611 | 1.015682 | 0.430241 | -0.693333 | -0.760448 | -0.814042 | -0.863676 | -0.553827 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 2.082285 | 2.082285 | 0.133838 | -0.607206 | 0.363387 | 0.644160 | -0.498039 | -0.943315 | -1.087601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.855431 | 1.855431 | 0.969831 | -0.403443 | 0.411687 | -0.596254 | -0.857053 | -0.764976 | -1.201690 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.981387 | 1.981387 | -0.089938 | -0.900662 | 0.219853 | 0.482825 | -0.468472 | -0.777028 | -0.947980 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.510082 | 1.510082 | 0.005838 | -0.647230 | 0.038564 | 0.299939 | -0.452574 | -0.317390 | -0.737744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.495302 | 0.149263 | 1.495302 | 0.623855 | -0.670587 | 0.049900 | 0.250616 | -1.176551 | -0.914215 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.480224 | 1.480224 | -0.022863 | 0.158862 | -0.021474 | 0.399642 | -0.535243 | -0.861694 | -0.801804 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 1.710031 | -0.957507 | 0.995359 | -0.069634 | 1.710031 | -0.845589 | 0.207014 | -0.408937 | -0.920376 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Temporal Variability | 1.340016 | 1.266517 | 0.609515 | -1.428332 | -0.658475 | 1.340016 | 1.019189 | -0.750624 | -0.544492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 2.504216 | 1.469327 | 0.302240 | 2.504216 | 0.166009 | -0.244122 | -0.626261 | -0.728021 | -0.853399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Temporal Variability | 1.084203 | 0.811201 | 1.013081 | -0.397948 | -1.255216 | 1.009397 | 1.084203 | -0.639330 | -0.561008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 1.673570 | 1.271642 | 0.738502 | 1.673570 | 0.280680 | -0.108998 | -0.439871 | -0.489730 | -0.951438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Temporal Variability | 0.959599 | 0.933887 | 0.584450 | -1.155891 | -0.365579 | 0.959599 | 0.663482 | -0.594844 | -0.642121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Temporal Variability | 1.634352 | 0.995583 | 1.109069 | -0.543264 | -1.308015 | 1.386924 | 1.634352 | -0.647031 | -0.712095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Temporal Variability | -0.012195 | -0.395953 | -0.726470 | -2.614812 | -2.453795 | -0.012195 | -0.277724 | -0.689235 | -0.333028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.956824 | 1.956824 | 0.870180 | 1.385366 | 0.398200 | -0.015492 | -0.700002 | -1.139359 | -1.124578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 1.953431 | 0.852020 | 1.953431 | 0.281696 | 1.573087 | -0.971284 | 0.364390 | -1.118232 | -0.956366 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 2.168421 | 0.011489 | 2.004598 | 0.174373 | 2.168421 | -0.631073 | 0.066138 | -1.048633 | -1.005391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 3.273180 | 0.055637 | 1.656020 | 0.384694 | 3.273180 | -0.921524 | 0.585449 | -0.950941 | -0.977071 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 3.771635 | 2.084589 | 0.424190 | 3.771635 | 0.338522 | 0.817938 | -0.988367 | 2.767172 | -0.373281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 3.178181 | 1.498224 | -0.014990 | 3.178181 | 0.285169 | 0.552394 | -0.467302 | -0.824107 | -1.010232 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 6.848617 | 2.119796 | 0.278147 | 6.848617 | 1.018258 | 1.261525 | -0.085367 | -0.704294 | -1.026167 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 8.506839 | 0.315615 | 1.613723 | 2.210089 | 8.506839 | 0.202478 | 1.054987 | -0.892803 | -0.692558 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 8.600807 | 0.268804 | 1.917258 | 1.963661 | 8.600807 | 1.522328 | -0.333483 | -1.006085 | -0.838572 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Power | 7.261464 | 2.000400 | 0.524591 | 7.261464 | 2.002596 | -0.135824 | 0.191066 | -0.874323 | -0.421131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | inf | 388.545622 | 388.611999 | inf | inf | 7826.840117 | 7931.099459 | 7302.348639 | 7634.443352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | 3.854725 | 3.854725 | 1.989945 | -2.655975 | -1.551600 | 3.068445 | 1.283625 | -0.329848 | -0.115693 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 1.859852 | -0.155540 | -0.150777 | 1.159810 | 1.859852 | 0.355214 | -0.599158 | 0.758915 | -2.008197 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 89 | N09 | RF_maintenance | nn Power | 16.448904 | -0.482511 | -0.594975 | 16.448904 | 15.255179 | -0.151954 | 0.692419 | -1.990223 | 2.393264 |